{"id":"W2106687317","doi":"10.1258/jms.2010.010005","title":"Mortality reductions produced by sustained prostate cancer screening have been underestimated","year":2010,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Medicine; Prostate cancer; Prostate; Cancer; Oncology; Mortality rate; Prostate cancer screening; Prostate-specific antigen; Gynecology; Internal medicine; Urology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001361217,0.0002366951,0.0005746771,0.0001436765,0.0001953534,0.00006212162,0.0002176916,0.0002139516,0.0007947891],"category_scores_gemma":[0.001099393,0.0001709755,0.0002028286,0.0002630336,0.0002085085,0.000232661,0.00005992014,0.001340696,0.000002045593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391613,"about_ca_system_score_gemma":0.0007130128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000715326,"about_ca_topic_score_gemma":0.0001277951,"domain_scores_codex":[0.996689,0.00007028894,0.0008222199,0.0002993921,0.001643076,0.0004759819],"domain_scores_gemma":[0.9975876,0.0001200897,0.0005310042,0.0002634112,0.0005307688,0.0009671723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001328518,0.001400972,0.6650023,0.0002615029,0.002582313,0.001836414,0.0008585252,0.0001471445,0.02975052,0.0002264747,0.07120205,0.2254033],"study_design_scores_gemma":[0.04169608,0.005151601,0.6624283,0.008320851,0.0050317,0.003866541,0.005827081,0.01040392,0.1449884,0.0007148936,0.1097819,0.001788792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397736,0.001720585,0.002107744,0.05509037,0.0005367965,0.0005015007,0.00004032869,0.00005526252,0.0001737729],"genre_scores_gemma":[0.9929199,0.0008424627,0.004163,0.0006426904,0.001042947,0.00004220301,0.00003602624,0.00004157719,0.000269233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2236145,"threshold_uncertainty_score":0.8702382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03756343774581534,"score_gpt":0.3697523891535436,"score_spread":0.3321889514077283,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}